diff --git a/tests/nn/test_tracking_integration.py b/tests/nn/test_tracking_integration.py
index 625302fd0..98e4e3d35 100644
--- a/tests/nn/test_tracking_integration.py
+++ b/tests/nn/test_tracking_integration.py
@@ -2,13 +2,35 @@
 import operator
 import os
 import time
-
+import pytest
 import sleap
 from sleap.nn.inference import main as inference_cli
 import sleap.nn.tracker.components
 from sleap.io.dataset import Labels, LabeledFrame
 
 
+@pytest.mark.parametrize(
+    "tracker_name", ["simple", "simplemaxtracks", "flow", "flowmaxtracks"]
+)
+def test_kalman_tracker(tmpdir, centered_pair_predictions_slp_path, tracker_name):
+    cli = (
+        f"--tracking.tracker {tracker_name} "
+        "--tracking.max_tracking 1 --tracking.max_tracks 2 "
+        "--frames 200-300 "
+        "--tracking.similarity instance "
+        "--tracking.match hungarian "
+        "--tracking.track_window 5 "
+        "--tracking.kf_init_frame_count 10 "
+        "--tracking.kf_node_indices 0,1 "
+        f"-o {tmpdir}/{tracker_name}.slp "
+        f"{centered_pair_predictions_slp_path}"
+    )
+    inference_cli(cli.split(" "))
+
+    labels = sleap.load_file(f"{tmpdir}/{tracker_name}.slp")
+    assert len(labels.tracks) == 2
+
+
 def test_simple_tracker(tmpdir, centered_pair_predictions_slp_path):
     cli = (
         "--tracking.tracker simple "